{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d7d5a463-2dbf-4ff4-9a57-219a527c23d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#chrome://dino/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "186a652c-fdc0-4308-a143-0a4ad3cd6d17",
   "metadata": {},
   "source": [
    "## 1. Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73b4a01c-ed83-48af-8f1b-b8e1b3870993",
   "metadata": {},
   "outputs": [],
   "source": [
    "# mss used for screen cap\n",
    "from mss import mss\n",
    "# sending commands to the game\n",
    "import pydirectinput\n",
    "# opencv allows us to do frame processing\n",
    "import cv2\n",
    "# transformational framework\n",
    "import numpy as np\n",
    "# OCR for game over extraction\n",
    "import pytesseract\n",
    "pytesseract.pytesseract.tesseract_cmd = r'C:\\Program Files\\Tesseract-OCR\\tesseract.exe'\n",
    "#visualize captured frames\n",
    "from matplotlib import pyplot as plt\n",
    "#bring in time for pauses\n",
    "import time\n",
    "# Environment Components\n",
    "from gym import Env\n",
    "from gym.spaces import Box, Discrete\n",
    "import os\n",
    "import ctypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e8fb809-b53c-472d-8de8-749765070649",
   "metadata": {},
   "source": [
    "## 2. Build the Environment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7722de4-e5ad-42dc-9de2-43f4ab3d1786",
   "metadata": {},
   "source": [
    "### 2.1 Create Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "296bf17a-8d06-40a1-8127-c32a0cddb3ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "class WebGame(Env):\n",
    "    def __init__(self, to_render=True, to_extract_game_info=True):\n",
    "        super().__init__()\n",
    "        # Setup spaces\n",
    "        self.observation_space = Box(low=0, high=255, shape=(1,83,100), dtype=np.uint8)\n",
    "        self.action_space = Discrete(3)\n",
    "        # Capture game frames\n",
    "        self.cap = mss()\n",
    "        self.game_location = {'top': 300, 'left': 650, 'width': 1000, 'height': 480}\n",
    "        self.done_location = {'top': 870, 'left': 1250, 'width': 360, 'height': 140}\n",
    "        \n",
    "    def step(self, action):\n",
    "        action_map = {\n",
    "            0:'w',\n",
    "            1: 'a',\n",
    "            2: 's',\n",
    "            3: 'd',\n",
    "            4: 'j',\n",
    "            5: 'k',\n",
    "            6: 'no_op'\n",
    "        }\n",
    "        if action !=6:\n",
    "            pydirectinput.press(action_map[action])\n",
    "\n",
    "        done, done_cap = self.get_done() \n",
    "        observation = self.get_observation()\n",
    "        reward = 1 \n",
    "        info = {}\n",
    "        return observation, reward, done, info\n",
    "        \n",
    "    \n",
    "    def reset(self):\n",
    "        time.sleep(1)\n",
    "        pydirectinput.press('r')\n",
    "        pydirectinput.press('p')\n",
    "        return self.get_observation()\n",
    "        \n",
    "    def render(self):\n",
    "        cv2.imshow('Game', self.current_frame)\n",
    "        if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "            self.close()\n",
    "         \n",
    "    def close(self):\n",
    "        cv2.destroyAllWindows()\n",
    "    \n",
    "    def get_observation(self):\n",
    "        raw = np.array(self.cap.grab(self.game_location))[:,:,:3].astype(np.uint8)\n",
    "        gray = cv2.cvtColor(raw, cv2.COLOR_BGR2GRAY)\n",
    "        resized = cv2.resize(gray, (100,83))\n",
    "        channel = np.reshape(resized, (1,83,100))\n",
    "        return channel\n",
    "    \n",
    "    def get_done(self):\n",
    "        done_cap = np.array(self.cap.grab(self.done_location))\n",
    "        done_strings = ['EHE', 'EAE']\n",
    "        # 预处理\n",
    "        # done_cap_rgb = cv2.cvtColor(done_cap, cv2.COLOR_BGR2RGB)\n",
    "        # gray = cv2.cvtColor(done_cap_rgb, cv2.COLOR_RGB2GRAY)\n",
    "        # thresh = cv2.adaptiveThreshold(\n",
    "        #     gray, 255, \n",
    "        #     cv2.ADAPTIVE_THRESH_GAUSSIAN_C, \n",
    "        #     cv2.THRESH_BINARY_INV, 15, 5\n",
    "        # )\n",
    "        # # 形态学操作去噪\n",
    "        # kernel = np.ones((2,2), np.uint8)\n",
    "        # thresh = cv2.erode(thresh, kernel, iterations=1)\n",
    "        \n",
    "        # thresh = cv2.bitwise_not(thresh)  # 反转黑白\n",
    "        # OCR识别\n",
    "        done = False\n",
    "        res = pytesseract.image_to_string(\n",
    "            done_cap, \n",
    "            config='--psm 7 -c tessedit_char_whitelist=GAMHE'\n",
    "        ).strip()  # OCR result without extra spaces\n",
    "        \n",
    "        print(f\"OCR result: '{res}'\")  # Debugging line to check the OCR result\n",
    "        \n",
    "        if res in done_strings:\n",
    "            print(f\"Match found: {res}\")  # Debugging line to confirm match\n",
    "            done = True\n",
    "            \n",
    "        return done,  done_cap\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa783cc1-b09b-4ca7-966f-98d0304d92e0",
   "metadata": {},
   "source": [
    "### 2.2 Test Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "24983dee-4778-4d09-a08a-6db3119c5729",
   "metadata": {},
   "outputs": [],
   "source": [
    "env = WebGame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c6121de0-bbc4-42bc-9eea-8cd3fdf203c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "obs=env.get_observation()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0848113d-1af1-4c5e-b0be-c8fa8fd2c7c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18531326f20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tW7m8vNyxj/ttaD0t5nDBBRfYyvfee69jn5YtW9rKarVCb9RyxLX16tXLsY9aCbE2bgAENB49bAAADEBgAwBgAAIbAAADMIaNkGBZls8LdtRnXPQf//iHoy4qKspWHjRokGOfb775ps7X7dq1q6OurKyszvFqT+pzNzt1q1p3nTp1spV/97vfeW3jCy+8IIEQExPj9Vgwhg00Hj1sAAAMQGADAGAAAhsAAAMwho2Q4D6u7Oka64aMg+bl5Yk/vPLKK7bywoUL/fK63bp1a9Dz3K9zHjdunNfnbN++3VF3xRVX1PmcN954w1F322231auNAPyLHjYAAAYgsAEAMACBDQCAAQhsAAAMwKQzoB5++MMfium8TTDzZPDgwQFpCwDf0cMGAMAABDYAAAYgsAEAMABj2GhyLVu2DHYTAMC4v1X0sAEAMACBDQCAAQhsAAAMQGADAGAAAhsAAAMQ2AAAGIDABgAg3AN77ty5EhUVJZMnT3bVVVZWyvjx46Vt27aSkJAgI0aMkJKSEn+0FQCAiNXghVO2b98uL7zwgvTu3dtWP2XKFNmwYYOsWbNGkpKSZMKECTJ8+HDZvHmzP9qLELdgwQJH3aRJk4LSFgCQSO9hHz9+XEaNGiUvvviinHfeea76srIyWbZsmcybN08GDhwoffv2leXLl8sHH3wgW7Zs8We7AQCIKA0KbHXKe8iQIZKVlWWr37lzp5w+fdpWn5GRIenp6VJQUODxtaqqqqS8vNy2AQCARp4SX716tXz44Yf6lLi74uJiiYmJkeTkZFt9SkqKfsyT3NxcmTVrlq/NAAAgovjUwy4qKtLjkStXrpS4uDi/NGD69On6VHrNpt4DAAA0ooetTnkfOXJELrvsMldddXW1bNq0SZ5//nl588035dSpU1JaWmrrZatZ4qmpqR5fMzY2Vm8IDx999FGwmwAAYcmnwB40aJDs3bvXVjdmzBg9Tv3www9LWlqaREdHS35+vr6cSyksLJRDhw5JZmamf1sOAEAE8SmwW7duLT179rTVtWrVSl9zXVM/duxYycnJkTZt2khiYqJMnDhRh3X//v3923IAACJIg6/DPpf58+dLs2bNdA9bzQDPzs6WRYsW+fttAACIKI0O7HfffddWVpPR8vLy9AZ4cvLkSUddfHx8UNoCAKZgLXEAAAxAYAMAYAACGwAAAxDYAABE4ixxwBtPE8zUtfu1tW/f3rFPr169AtouAAhl9LABADAAgQ0AgAEIbAAADMAYNkKCWhWvNsarAcCOHjYAAAYgsAEAMACBDQCAAQhsAAAMwKQzNLnjx4876r73ve8FpS0AYAp62AAAGIDABgDAAAQ2AAAGYAwbTS4hISHYTQAA49DDBgDAAAQ2AAAGILABADAAgQ0AgAGYdIYmV1FREewmAIBXp06dctQlJydLsNDDBgDAAAQ2AAAGILABADAAY9g4pxMnTgS7CQCA/6KHDQCAAQhsAAAMQGADAGAAxrARcWbPnm0rP/bYY2K66upqR13z5s2D0hYAgUEPGwAAAxDYAAAYgMAGACDcAvtnP/uZREVF2baMjAzX45WVlTJ+/Hhp27atJCQkyIgRI6SkpCQQ7QYAIKL4POmsR48e8vbbb//vBVr87yWmTJkiGzZskDVr1khSUpJMmDBBhg8fLps3b/Zfi9FkLMtqsvdy/2CXkpLilwllI0eO9Pqc9evXO+q6dOliKy9dutRWfuaZZxzPqf1/4VyefvppW3nq1Kk+P0d58MEHbeX777/fsY97mwFEWGCrP0qpqamO+rKyMlm2bJmsWrVKBg4cqOuWL18u3bt3ly1btkj//v3902IAACKQz2PY+/fvl44dO0rXrl1l1KhRcujQIV2/c+dOOX36tGRlZbn2VafL09PTpaCg4JyvV1VVJeXl5bYNAAA0IrD79esnK1askI0bN8rixYvl4MGDcs0118ixY8ekuLhYYmJiHPcKVac21WPnkpubq0+f12xpaWm+NAkAgIgQZTVioLK0tFQ6d+4s8+bNk/j4eBkzZozuMdd25ZVXyvXXXy9PPvmkx9dQ+9d+juphq9Du1KmTNGvGJPaGqM+P1NM+Z8+etZXVBzF327Zts5VrTzpUxo0b53UstaKiQkzj3uaWLVtKKPnXv/7lqFP/hwA03KlTpxx17p1ST4sWudu0aZOjrmbo2H1oOTEx8Zyv06hEVA2/+OKL5fPPP9fj2uqbUyHuPpnI05h3jdjYWN3A2hsAAPBjYB8/flz+/ve/S4cOHaRv374SHR0t+fn5rscLCwv1GHdmZmZj3gYAgIjn0yzxhx56SIYOHapPg3/xxRfy+OOP6/WKf/jDH+rx57Fjx0pOTo60adNG95QnTpyow5oZ4gAANGFgq3EyFc7ffPONnH/++TJgwAB9yZb6Wpk/f74ed1YLpqhx6ezsbFm0aFEjmwgAAHwK7NWrV9f5eFxcnOTl5ekNCCehNsnMHRPMgPDHNGwAAAxAYAMAYAACGwCAcFxLHGgsNWkRAEJd69atJZTQwwYAwAAENgAABiCwAQAwAIENAIABmHQWhtSyse7UPcx95eluXd6435nLE26hCgC+o4cNAIABCGwAAAxAYAMAYADGsMNAUVGRrRwVFeWXse/rr7/e59cYN25cg8a1AQB1o4cNAIABCGwAAAxAYAMAYAACGwAAAzDpLAxYluXzpLPDhw876po3b24r33zzzX5oHQDAH+hhAwBgAAIbAAADENgAABiAMeww9OKLLzrqxo4d6/V5CxcutJVPnjwpTeWDDz6wlVNTUx37dO3atcnaAwChhh42AAAGILABADAAgQ0AgAEIbAAADMCkszDUqlUrR12zZvbPZi+99JJjn8rKSgmWgwcP2spXXXVV0NoCAKGIHjYAAAYgsAEAMACBDQCAARjDjhC//e1vbeWqqqqgtaW8vNxRN2rUqKC0BQBMQQ8bAAADENgAAIRjYKv7KN95553Stm1biY+Pl169esmOHTts92aeOXOmdOjQQT+elZUl+/fv93e7AQCIKD4F9r///W+5+uqrJTo6Wt544w35+OOP5ZlnnpHzzjvPtc9TTz2lbyKxZMkS2bp1q74mODs7O6jX+OI/H6Rqb8GUmJjo2AAAfpx09uSTT0paWposX77cVdelSxfX1yoInn32WXnsscfklltu0XW/+c1vJCUlRdatWycjR4705e0AAEBDeth/+tOf5PLLL5fbb79d2rdvL5deeqntVo5qtari4mJ9GrxGUlKS9OvXTwoKCjy+ppqtrGYN194AAEAjAvvAgQOyePFi6datm7z55pty//33ywMPPCC//vWv9eMqrBXVo65NlWsec5ebm6tDvWZTPXgAANCIwD579qxcdtll8otf/EL3rseNGyc/+clP9Hh1Q02fPl3KyspcW1FRUYNfCwCAcOXTGLaa+X3JJZfY6rp37y5/+MMf9Nepqan635KSEr1vDVXu06ePx9eMjY3VGxru/PPPt5WjoqL88rr+eh0AQBP3sNUM8cLCQlvdZ599Jp07d3ZNQFOhnZ+f73pcjUmr2eKZmZl+aC4AAJHJpx72lClT9G0P1SnxH/zgB7Jt2zZZunSp3mp6ZJMnT5bZs2frcW4V4DNmzJCOHTvKsGHDAvU9AAAQ9nwK7CuuuELWrl2rx51//vOf60BWl3HVXgd62rRpcuLECT2+XVpaKgMGDJCNGzdKXFxcINoPAEBE8PnmHzfffLPezkX1slWYqw1NQ60oV9vYsWMd+zRkYmCwF1gBAPwPa4kDAGAAAhsAAAMQ2AAAGIDABgAgHCedIfSpJV7dffPNN7Zy69atm7BFAIDGoocNAIABCGwAAAxAYAMAYADGsMNQs2bOz2GTJk2ylX/1q195fZ3Dhw9LILz22muOuoqKClv5q6++cuyjbuVam7pTnLva92dXfvzjHzv2eemll8RX6gY2tbnfQlZ59913bWW1yp+7jz/+2FbevXu3Y5+77rqrzu9J2bdvn9dFbmrW+K9x4403OvZ57733bOUJEyY47tBXn98vd+73HPj2t7/t9Tk5OTmOuqNHj3p97/T0dFt55syZjn2qq6tt5blz59rKDz/8sOM5e/futZXPnDnj2CcjI8NWnjdvnmOfWbNmOeqAhqCHDQCAAQhsAAAMQGADAGAAAhsAAAMw6SxCuN/e1NMkpf3799vKCxcudOyjbpvaWAUFBV4nWql7qrvr2bOnrazus+7u/ffft5UHDx7s2OfAgQO2cnR0tGOf8847z+skM2/27NnjqDt27Jit3LVrV6+v42mfdevW2crnn3++Y5/evXvbyjt27HDs4/69v/POO+KrgQMHOurUbXhr69Onj2Ofm266yVY+fvy4Y5/Kykpb+d5773Xs8+qrr9rKn376qWOfSy65xFZWtwH2NqGsb9++4o26lXBtEydOdOyjbjNcW3JystfXBTyhhw0AgAEIbAAADEBgAwBggCjL02BmEJWXl+ubV3Tq1KleCzTAqT4/0p/97GeOuieeeKLORSuUrVu31rlwhKcx7qVLl3ptDwCYqNptUR5PNm3aVK+5H2VlZZKYmHjO1yERAQAwAIENAIABCGwAAAxAYAMAYAAWTolQniamVVVV2cotW7ZswhYBAOpCDxsAAAMQ2AAAGIDABgDAAIxhR6iNGzd6HcOOiYlpwhYBAOpCDxsAAAMQ2AAAGIDABgDAAAQ2AAAGCNlJZ23atJHmzZsHuxlGLoJSn7t17d692+Mxr61Fi9D69fjXv/5lK19wwQWOfc6cOdOELQIQTlq4/c2LioqSUEIPGwAAAxDYAACEW2BfeOGF+hSB+zZ+/Hj9eGVlpf66bdu2kpCQICNGjJCSkpJAtR0AgIjh0yDl9u3bpbq62lXet2+f3HDDDXL77bfr8pQpU2TDhg2yZs0aSUpKkgkTJsjw4cNl8+bNPjfs6NGj0qwZJwAaoj5j2J72OXv2bJ3lpuRpLHrLli228uDBgx37XHzxxQFtF4Dw9fnnn9vK8fHxYmxgn3/++bby3Llz5aKLLpLrrrtOysrKZNmyZbJq1SoZOHCgfnz58uXSvXt3/Ye2f//+/m05AAARpMFd2FOnTsnLL78s99xzjz4tvnPnTjl9+rRkZWW59snIyJD09HQpKCg45+uo5TDLy8ttGwAA8FNgr1u3TkpLS+Xuu+/W5eLiYr32dHJysm2/lJQU/di55Obm6tPnNVtaWlpDmwQAQNhq8IW26vS3GkPs2LFjoxowffp0ycnJcZVVD7s+oe0+Bhtq18s1peeee85WVnMHTOfpGvDbbrvNVj558mQTtggADAzsf/7zn/L222/LH//4R1ddamqqPk2uet21e9lqlrh67FxiY2P1BgAA/HxKXE0ma9++vQwZMsRV17dvX4mOjpb8/HxXXWFhoRw6dEgyMzMb8jYAAKChPWx1qY8K7NGjR9tOW6rx57Fjx+rT22qJy8TERJk4caIOa2aIAwDQxIGtToWrXrOaHe5u/vz5+tpptWCKmv2dnZ0tixYtamQTAQCAz4F94403nnNhjri4OMnLy9NboLVu3dpWPn78uEQqdSbDH8Jh4l44fA8A4AlLiQEAYAACGwAAAxDYAACE88IpgaZWUFNj4srKlSsdj9dnzPrOO++0ldVSqsFU8/3UUHc3q03NtHd3xx132MpLly71S1s8zUNQy8jWdvDgQb+8FwCg8ehhAwBgAAIbAAADENgAABiAwAYAwAAhO+lsxYoVetW0xgj2JDN37pPM3JWVlTnq/DXJrL43dQEA1N+WLVscdWqlz0As6EQPGwAAAxDYAAAYgMAGAMAAITuGDYTSzT/cX7ex8yt8UV1d7ZfXad68uYRS+4LZnvq8t7+Ou78E6nj5i/vxCmZ7q5vwZ9ezZ09H3c6dOwPyXvSwAQAwAIENAIABCGwAAAxAYAMAYAAmnSEkJnNMmjTJVr7mmmsc+9x2220SLO53TXvkkUea7L379Onjl9fZsWOHX17n6NGjtvKgQYMa9Dp//etfbeX4+Hjxh0svvdTnY+Hp9/ryyy+XULJt27aQmdR14sQJR93VV19tK2/fvt2xT1NN1uzjp/8z9ZGQkOCou+6662zlTZs2+eW96GEDAGAAAhsAAAMQ2AAAGIAx7AhhWZbXBUbqs8/hw4dt5R49evilfQsWLLCVv/nmG6/PufvuuyVYQn0Ri0C22V+v4z6e2ZTH1MSfXzCPl7e2eOKpfU254FAoOX36tF9eJzKPHgAAhiGwAQAwAIENAIABCGwAAAwQZbnPNAqy8vJySUpKkk6dOkXsBIXGqs+P1NM+Z8+e9brPypUrHT8vAMC5FwF66qmnxF1+fr6jrqysTBITE+VcSEQAAAxAYAMAYAACGwAAA7BwCnwyZswYW7ldu3Y+v0aITZtAHfhZBYenRYtg7s/GfcGphqKHDQCAAQhsAADCLbDVPWNnzJghXbp00dPWL7roInniiSdsp83U1zNnzpQOHTrofbKysmT//v2BaDsAABHDp8B+8sknZfHixfL888/LJ598osvq+rLnnnvOtY8qL1y4UJYsWSJbt26VVq1aSXZ2tlRWVgai/QAARASfFk65+eabJSUlRZYtW+aqGzFihO5Jv/zyy7p33bFjR3nwwQfloYcecl0Irp6zYsUKGTlypNf3YOGU4C2c4l7nvpCKp31CfVJSqLcv1HH8mgaTzMLrWEW5tdFTm7/88svALpxy1VVX6dVZPvvsM13evXu3vP/++zJ48GBdPnjwoBQXF+vT4DVU+Pbr108KCgo8vmZVVZUO6dobAABoxGVdjzzyiA7UjIwMfa9TNaY9Z84cGTVqlH5chbWietS1qXLNY+5yc3Nl1qxZvjQDAICI41MP+9VXX9VrSa9atUo+/PBD+fWvfy2//OUv9b8NNX36dH0aoGYrKipq8GsBABCufOphT506Vfeya8aie/XqJf/85z91L3n06NGSmpqq60tKSvQs8Rqq3KdPH4+vGRsbqzeEnmCOFflr7DQcvodgMmG8EIEXKb8HUSH+ffrUw66oqHBMBFOnxmsmJ6nLvVRo174LiTqFrmaLZ2Zm+qvNAABEHJ962EOHDtVj1unp6dKjRw/529/+JvPmzZN77rnH9elk8uTJMnv2bOnWrZsOcHXdtpo5PmzYsEB9DwAAhD2fAltdb60C+Kc//akcOXJEB/G9996rF0qpMW3aNDlx4oSMGzdOSktLZcCAAbJx40aJi4sLRPsBAIgIPl2H3RS4Djt0rsNu6D7+EGK/lhH7PQAmjO2G+vfpr+uwuVsXQlKo/4GoTxiH+vcANLVI/T8R5afvmy4sAAAGILABADBAi1A91ehpHWtEzhh2qIvU7xtojEg9Je6vvyshF9jHjh3T/37xxRfBbgoAAE2af2rStTGzxFXPWoV169atdePT0tL0cqV1zZxD42blc4wDi2MceBzjwOMYB46KYZV36lLpuq6OCrketmqsuqSr9ukT9cvBL0hgcYwDj2MceBzjwOMYB0ZdPesaTDoDAMAABDYAAAYI6cBWd/F6/PHHuZtXAHGMA49jHHgc48DjGAdfyE06AwAAhvWwAQDAfxDYAAAYgMAGAMAABDYAAAYgsAEAMEDIBnZeXp5ceOGFEhcXJ/369ZNt27YFu0nGys3NlSuuuEIv99q+fXsZNmyYFBYW2vaprKyU8ePHS9u2bSUhIUFGjBghJSUlQWuz6ebOnatX6ps8ebKrjmPceIcPH5Y777xTH8P4+Hjp1auX7Nixw/W4uuhl5syZ0qFDB/14VlaW7N+/P6htNkl1dbXMmDFDunTpoo/fRRddJE888YTtphQc4yCyQtDq1autmJgY61e/+pX10UcfWT/5yU+s5ORkq6SkJNhNM1J2dra1fPlya9++fdauXbus733ve1Z6erp1/Phx1z733XeflZaWZuXn51s7duyw+vfvb1111VVBbbeptm3bZl144YVW7969rUmTJrnqOcaNc/ToUatz587W3XffbW3dutU6cOCA9eabb1qff/65a5+5c+daSUlJ1rp166zdu3db3//+960uXbpYJ0+eDGrbTTFnzhyrbdu21vr1662DBw9aa9assRISEqwFCxa49uEYB09IBvaVV15pjR8/3lWurq62OnbsaOXm5ga1XeHiyJEj6uOy9d577+lyaWmpFR0drf9z1vjkk0/0PgUFBUFsqXmOHTtmdevWzXrrrbes6667zhXYHOPGe/jhh60BAwac8/GzZ89aqamp1tNPP+2qU8c9NjbWeuWVV5qolWYbMmSIdc8999jqhg8fbo0aNUp/zTEOrpA7JX7q1CnZuXOnPs1S+4YgqlxQUBDUtoWLsrIy/W+bNm30v+p4nz592nbMMzIyJD09nWPuI3XKe8iQIbZjqXCMG+9Pf/qTXH755XL77bfroZ1LL71UXnzxRdfjBw8elOLiYtsxVjdUUENqHOP6ueqqqyQ/P18+++wzXd69e7e8//77MnjwYF3mGAdXyN2t6+uvv9bjKCkpKbZ6Vf7000+D1q5woW5fqsZVr776aunZs6euU/8BY2JiJDk52XHM1WOon9WrV8uHH34o27dvdzzGMW68AwcOyOLFiyUnJ0ceffRRfZwfeOABfVxHjx7tOo6e/nZwjOvnkUce0bfRVB8mmzdvrv8Wz5kzR0aNGqUf5xgHV8gFNgLfA9y3b5/+1Az/UfcInjRpkrz11lt6oiQC82FT9bB/8Ytf6LLqYavf5SVLlujARuO9+uqrsnLlSlm1apX06NFDdu3apT/gq/s0c4yDL+ROibdr105/snOfPavKqampQWtXOJgwYYKsX79e/vKXv7juOa6o46qGIkpLS237c8zrT53yPnLkiFx22WXSokULvb333nuycOFC/bXqgXCMG0fNSr7kkktsdd27d5dDhw7pr2uOI387Gm7q1Km6lz1y5Eg9A/+uu+6SKVOm6CtNFI5xcIVcYKvTW3379tXjKLU/WatyZmZmUNtmKjW5UIX12rVr5Z133tGXbNSmjnd0dLTtmKvLvtQfQo55/QwaNEj27t2reyQ1m+oNqlOJNV9zjBtHDeO4X46oxlo7d+6sv1a/1yo0ah9jdXp369atHON6qqio0HOGalMdKPU3WOEYB5kVopd1qVmHK1assD7++GNr3Lhx+rKu4uLiYDfNSPfff7++DOPdd9+1vvzyS9dWUVFhu+RIXer1zjvv6EuOMjMz9YaGqz1LXOEYN/5yuRYtWuhLj/bv32+tXLnSatmypfXyyy/bLjlSfytee+01a8+ePdYtt9zCJUc+GD16tHXBBRe4Luv64x//aLVr186aNm2aax+OcfCEZGArzz33nP7jpq7HVpd5bdmyJdhNMpb6XOZpU9dm11D/2X76059a5513nv4jeOutt+pQh/8Cm2PceK+//rrVs2dP/YE+IyPDWrp0qe1xddnRjBkzrJSUFL3PoEGDrMLCwqC11zTl5eX6d1b97Y2Li7O6du1q/d///Z9VVVXl2odjHDzcDxsAAAOE3Bg2AABwIrABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIAB/h/9kLN5sA6CSQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cv2.cvtColor(obs[0], cv2.COLOR_GRAY2BGR))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "31e3f7ea-5865-4440-81e3-406732c44e36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OCR result: 'AE'\n"
     ]
    }
   ],
   "source": [
    "done, done_cap = env.get_done()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e69fc8e6-1310-4cf2-b7c8-ae29d117a991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18531418040>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(done_cap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d47d64d3-5c4c-4b93-a9d1-3c0441d0b127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pytesseract.image_to_string(done_cap)[:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d20f73c8-6a33-4482-acf7-5b3284c6562e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "done"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "67014f60-5dce-45ca-a8cf-6da15747fd92",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n"
     ]
    }
   ],
   "source": [
    "for episode in range(10): \n",
    "    obs = env.reset()\n",
    "    done = False  \n",
    "    total_reward   = 0\n",
    "    while not done: \n",
    "        obs,reward,  done, info =  env.step(env.action_space.sample())\n",
    "        total_reward  += reward\n",
    "    print('Total Reward for episode {} is {}'.format(episode, total_reward))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4918e3f-b043-489e-a2f0-9d3f9fa11b30",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "id": "bb80f1df-7919-4032-b353-ff347b589063",
   "metadata": {},
   "source": [
    "## 3. Train the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bfd339da-a628-40e4-9630-4e8c873f62a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import os for file path management\n",
    "import os \n",
    "# Import Base Callback for saving models\n",
    "from stable_baselines3.common.callbacks import BaseCallback\n",
    "# Check Environment    \n",
    "from stable_baselines3.common import env_checker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c593ce0e-9335-4384-adca-9cde6441369d",
   "metadata": {},
   "outputs": [],
   "source": [
    "class TrainAndLoggingCallback(BaseCallback):\n",
    "\n",
    "    def __init__(self, check_freq, save_path, verbose=1):\n",
    "        super(TrainAndLoggingCallback, self).__init__(verbose)\n",
    "        self.check_freq = check_freq\n",
    "        self.save_path = save_path\n",
    "\n",
    "    def _init_callback(self):\n",
    "        if self.save_path is not None:\n",
    "            os.makedirs(self.save_path, exist_ok=True)\n",
    "\n",
    "    def _on_step(self):\n",
    "        if self.n_calls % self.check_freq == 0:\n",
    "            model_path = os.path.join(self.save_path, 'best_model_{}'.format(self.n_calls))\n",
    "            self.model.save(model_path)\n",
    "\n",
    "        return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6456ea69-0447-4cbb-ba1f-5282746fab88",
   "metadata": {},
   "outputs": [],
   "source": [
    "CHECKPOINT_DIR = './train/'\n",
    "LOG_DIR = './logs/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d7659382-21d8-4492-bf48-aff289e28653",
   "metadata": {},
   "outputs": [],
   "source": [
    "callback = TrainAndLoggingCallback(check_freq=1000, save_path=CHECKPOINT_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c685f9fd-3919-4369-bf53-4178b7817dc2",
   "metadata": {},
   "source": [
    "### 3.2 Build DQN and Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dd088b4d-0667-4fb7-9e6f-a72dad3ab42a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from stable_baselines3 import DQN\n",
    "from stable_baselines3.common.monitor import Monitor\n",
    "from stable_baselines3.common.vec_env import DummyVecEnv, VecFrameStack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "70267bf2-d55a-4fae-b5bc-5571cf393b2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "env = WebGame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "eee06f62-1d2a-4f5a-94f1-8762d0706e73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cpu device\n",
      "Wrapping the env with a `Monitor` wrapper\n",
      "Wrapping the env in a DummyVecEnv.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\zhulibo\\software\\anaconda3\\envs\\dino\\lib\\site-packages\\stable_baselines3\\common\\vec_env\\patch_gym.py:49: UserWarning: You provided an OpenAI Gym environment. We strongly recommend transitioning to Gymnasium environments. Stable-Baselines3 is automatically wrapping your environments in a compatibility layer, which could potentially cause issues.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "model = DQN('CnnPolicy', env, tensorboard_log=LOG_DIR, verbose=1, buffer_size=4000, learning_starts=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7a4a872f-6cb5-4b94-956c-a1df7d7bcae5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logging to ./logs/DQN_2\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 7.25     |\n",
      "|    ep_rew_mean      | 7.25     |\n",
      "|    exploration_rate | 0.972    |\n",
      "| time/               |          |\n",
      "|    episodes         | 4        |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 21       |\n",
      "|    total_timesteps  | 29       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 12.4     |\n",
      "|    ep_rew_mean      | 12.4     |\n",
      "|    exploration_rate | 0.906    |\n",
      "| time/               |          |\n",
      "|    episodes         | 8        |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 60       |\n",
      "|    total_timesteps  | 99       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 16       |\n",
      "|    ep_rew_mean      | 16       |\n",
      "|    exploration_rate | 0.818    |\n",
      "| time/               |          |\n",
      "|    episodes         | 12       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 110      |\n",
      "|    total_timesteps  | 192      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 16.2     |\n",
      "|    ep_rew_mean      | 16.2     |\n",
      "|    exploration_rate | 0.754    |\n",
      "| time/               |          |\n",
      "|    episodes         | 16       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 148      |\n",
      "|    total_timesteps  | 259      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 17.3     |\n",
      "|    ep_rew_mean      | 17.3     |\n",
      "|    exploration_rate | 0.671    |\n",
      "| time/               |          |\n",
      "|    episodes         | 20       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 194      |\n",
      "|    total_timesteps  | 346      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 17.8     |\n",
      "|    ep_rew_mean      | 17.8     |\n",
      "|    exploration_rate | 0.595    |\n",
      "| time/               |          |\n",
      "|    episodes         | 24       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 238      |\n",
      "|    total_timesteps  | 426      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 18       |\n",
      "|    ep_rew_mean      | 18       |\n",
      "|    exploration_rate | 0.522    |\n",
      "| time/               |          |\n",
      "|    episodes         | 28       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 280      |\n",
      "|    total_timesteps  | 503      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 18.2     |\n",
      "|    ep_rew_mean      | 18.2     |\n",
      "|    exploration_rate | 0.446    |\n",
      "| time/               |          |\n",
      "|    episodes         | 32       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 325      |\n",
      "|    total_timesteps  | 583      |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.0248   |\n",
      "|    n_updates        | 20       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 18.5     |\n",
      "|    ep_rew_mean      | 18.5     |\n",
      "|    exploration_rate | 0.367    |\n",
      "| time/               |          |\n",
      "|    episodes         | 36       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 372      |\n",
      "|    total_timesteps  | 666      |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.01     |\n",
      "|    n_updates        | 41       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 18.9     |\n",
      "|    ep_rew_mean      | 18.9     |\n",
      "|    exploration_rate | 0.281    |\n",
      "| time/               |          |\n",
      "|    episodes         | 40       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 422      |\n",
      "|    total_timesteps  | 757      |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.00281  |\n",
      "|    n_updates        | 64       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 19.1     |\n",
      "|    ep_rew_mean      | 19.1     |\n",
      "|    exploration_rate | 0.203    |\n",
      "| time/               |          |\n",
      "|    episodes         | 44       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 467      |\n",
      "|    total_timesteps  | 839      |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.00176  |\n",
      "|    n_updates        | 84       |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 19.6     |\n",
      "|    ep_rew_mean      | 19.6     |\n",
      "|    exploration_rate | 0.106    |\n",
      "| time/               |          |\n",
      "|    episodes         | 48       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 523      |\n",
      "|    total_timesteps  | 941      |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000681 |\n",
      "|    n_updates        | 110      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 19.9     |\n",
      "|    ep_rew_mean      | 19.9     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 52       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 575      |\n",
      "|    total_timesteps  | 1036     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.00106  |\n",
      "|    n_updates        | 133      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 20.2     |\n",
      "|    ep_rew_mean      | 20.2     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 56       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 628      |\n",
      "|    total_timesteps  | 1133     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000358 |\n",
      "|    n_updates        | 158      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 20.3     |\n",
      "|    ep_rew_mean      | 20.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 60       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 674      |\n",
      "|    total_timesteps  | 1216     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000587 |\n",
      "|    n_updates        | 178      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 20.9     |\n",
      "|    ep_rew_mean      | 20.9     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 64       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 739      |\n",
      "|    total_timesteps  | 1338     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000119 |\n",
      "|    n_updates        | 209      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21       |\n",
      "|    ep_rew_mean      | 21       |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 68       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 790      |\n",
      "|    total_timesteps  | 1429     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 8.69e-05 |\n",
      "|    n_updates        | 232      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21       |\n",
      "|    ep_rew_mean      | 21       |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 72       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 837      |\n",
      "|    total_timesteps  | 1514     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000214 |\n",
      "|    n_updates        | 253      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21.2     |\n",
      "|    ep_rew_mean      | 21.2     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 76       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 888      |\n",
      "|    total_timesteps  | 1608     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 6.31e-05 |\n",
      "|    n_updates        | 276      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21.3     |\n",
      "|    ep_rew_mean      | 21.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 80       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 941      |\n",
      "|    total_timesteps  | 1705     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.94e-05 |\n",
      "|    n_updates        | 301      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21.5     |\n",
      "|    ep_rew_mean      | 21.5     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 84       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 995      |\n",
      "|    total_timesteps  | 1804     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000116 |\n",
      "|    n_updates        | 325      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 21.9     |\n",
      "|    ep_rew_mean      | 21.9     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 88       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1062     |\n",
      "|    total_timesteps  | 1930     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 7.09e-05 |\n",
      "|    n_updates        | 357      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 22.1     |\n",
      "|    ep_rew_mean      | 22.1     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 92       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1116     |\n",
      "|    total_timesteps  | 2030     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.35e-05 |\n",
      "|    n_updates        | 382      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 22.2     |\n",
      "|    ep_rew_mean      | 22.2     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 96       |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1170     |\n",
      "|    total_timesteps  | 2128     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.4e-05  |\n",
      "|    n_updates        | 406      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 22.1     |\n",
      "|    ep_rew_mean      | 22.1     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 100      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1215     |\n",
      "|    total_timesteps  | 2210     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 7.78e-05 |\n",
      "|    n_updates        | 427      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 22.9     |\n",
      "|    ep_rew_mean      | 22.9     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 104      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1272     |\n",
      "|    total_timesteps  | 2314     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.08e-05 |\n",
      "|    n_updates        | 453      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23       |\n",
      "|    ep_rew_mean      | 23       |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 108      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1319     |\n",
      "|    total_timesteps  | 2398     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 8.14e-05 |\n",
      "|    n_updates        | 474      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 22.9     |\n",
      "|    ep_rew_mean      | 22.9     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 112      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1365     |\n",
      "|    total_timesteps  | 2481     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 9.47e-05 |\n",
      "|    n_updates        | 495      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.1     |\n",
      "|    ep_rew_mean      | 23.1     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 116      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1412     |\n",
      "|    total_timesteps  | 2566     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.5e-05  |\n",
      "|    n_updates        | 516      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.3     |\n",
      "|    ep_rew_mean      | 23.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 120      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1471     |\n",
      "|    total_timesteps  | 2675     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 7.46e-05 |\n",
      "|    n_updates        | 543      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.3     |\n",
      "|    ep_rew_mean      | 23.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 124      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1517     |\n",
      "|    total_timesteps  | 2758     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.95e-05 |\n",
      "|    n_updates        | 564      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.4     |\n",
      "|    ep_rew_mean      | 23.4     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 128      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1568     |\n",
      "|    total_timesteps  | 2847     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 6.56e-05 |\n",
      "|    n_updates        | 586      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.6     |\n",
      "|    ep_rew_mean      | 23.6     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 132      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1624     |\n",
      "|    total_timesteps  | 2947     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.83e-05 |\n",
      "|    n_updates        | 611      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.5     |\n",
      "|    ep_rew_mean      | 23.5     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 136      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1662     |\n",
      "|    total_timesteps  | 3012     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.8e-05  |\n",
      "|    n_updates        | 627      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.6     |\n",
      "|    ep_rew_mean      | 23.6     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 140      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1722     |\n",
      "|    total_timesteps  | 3120     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.53e-05 |\n",
      "|    n_updates        | 654      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.6     |\n",
      "|    ep_rew_mean      | 23.6     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 144      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1768     |\n",
      "|    total_timesteps  | 3200     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.59e-05 |\n",
      "|    n_updates        | 674      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.7     |\n",
      "|    ep_rew_mean      | 23.7     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 148      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1828     |\n",
      "|    total_timesteps  | 3307     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 1.07e-05 |\n",
      "|    n_updates        | 701      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.4     |\n",
      "|    ep_rew_mean      | 23.4     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 152      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1871     |\n",
      "|    total_timesteps  | 3381     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.43e-05 |\n",
      "|    n_updates        | 720      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.3     |\n",
      "|    ep_rew_mean      | 23.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 156      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1916     |\n",
      "|    total_timesteps  | 3460     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.96e-05 |\n",
      "|    n_updates        | 739      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.3     |\n",
      "|    ep_rew_mean      | 23.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 160      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 1964     |\n",
      "|    total_timesteps  | 3543     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.83e-05 |\n",
      "|    n_updates        | 760      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 23.2     |\n",
      "|    ep_rew_mean      | 23.2     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 164      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 2026     |\n",
      "|    total_timesteps  | 3655     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 0.000142 |\n",
      "|    n_updates        | 788      |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
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      "OCR result: ''\n",
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      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 52.3     |\n",
      "|    ep_rew_mean      | 52.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 168      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3516     |\n",
      "|    total_timesteps  | 6658     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 4.72e-06 |\n",
      "|    n_updates        | 1539     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 52.3     |\n",
      "|    ep_rew_mean      | 52.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 172      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3567     |\n",
      "|    total_timesteps  | 6747     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.29e-06 |\n",
      "|    n_updates        | 1561     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 52.1     |\n",
      "|    ep_rew_mean      | 52.1     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 176      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3609     |\n",
      "|    total_timesteps  | 6820     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 6.49e-06 |\n",
      "|    n_updates        | 1579     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 52.1     |\n",
      "|    ep_rew_mean      | 52.1     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 180      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3663     |\n",
      "|    total_timesteps  | 6915     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 6.68e-06 |\n",
      "|    n_updates        | 1603     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 52       |\n",
      "|    ep_rew_mean      | 52       |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 184      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3715     |\n",
      "|    total_timesteps  | 7006     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.83e-06 |\n",
      "|    n_updates        | 1626     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.5     |\n",
      "|    ep_rew_mean      | 51.5     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 188      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3757     |\n",
      "|    total_timesteps  | 7078     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 1.13e-05 |\n",
      "|    n_updates        | 1644     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.4     |\n",
      "|    ep_rew_mean      | 51.4     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 192      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3809     |\n",
      "|    total_timesteps  | 7169     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.19e-05 |\n",
      "|    n_updates        | 1667     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.4     |\n",
      "|    ep_rew_mean      | 51.4     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 196      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3866     |\n",
      "|    total_timesteps  | 7272     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 9.01e-06 |\n",
      "|    n_updates        | 1692     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.6     |\n",
      "|    ep_rew_mean      | 51.6     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 200      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3920     |\n",
      "|    total_timesteps  | 7367     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 6.07e-06 |\n",
      "|    n_updates        | 1716     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.2     |\n",
      "|    ep_rew_mean      | 51.2     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 204      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 3962     |\n",
      "|    total_timesteps  | 7438     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.56e-05 |\n",
      "|    n_updates        | 1734     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.3     |\n",
      "|    ep_rew_mean      | 51.3     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 208      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 4011     |\n",
      "|    total_timesteps  | 7526     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 3.43e-06 |\n",
      "|    n_updates        | 1756     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.4     |\n",
      "|    ep_rew_mean      | 51.4     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 212      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 4066     |\n",
      "|    total_timesteps  | 7623     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 5.89e-06 |\n",
      "|    n_updates        | 1780     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "----------------------------------\n",
      "| rollout/            |          |\n",
      "|    ep_len_mean      | 51.5     |\n",
      "|    ep_rew_mean      | 51.5     |\n",
      "|    exploration_rate | 0.05     |\n",
      "| time/               |          |\n",
      "|    episodes         | 216      |\n",
      "|    fps              | 1        |\n",
      "|    time_elapsed     | 4120     |\n",
      "|    total_timesteps  | 7718     |\n",
      "| train/              |          |\n",
      "|    learning_rate    | 0.0001   |\n",
      "|    loss             | 2.24e-05 |\n",
      "|    n_updates        | 1804     |\n",
      "----------------------------------\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
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      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n",
      "OCR result: 'AE'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<stable_baselines3.dqn.dqn.DQN at 0x2857976ed40>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.learn(total_timesteps=10000, callback=callback)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "77ab5079-b151-447d-a711-bf00128d1026",
   "metadata": {},
   "source": [
    "model.load('train/best_model_10000') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c18577a6-2496-48b8-b1ab-bacb661539cd",
   "metadata": {},
   "source": [
    "### 4. Test out Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f4ee89bd-9376-4e2a-8656-fe7c60539ef0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "Total Reward for episode 0 is 17\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "Total Reward for episode 1 is 24\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "Total Reward for episode 2 is 15\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "Total Reward for episode 3 is 31\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: ''\n",
      "OCR result: 'EHE'\n",
      "Match found: EHE\n",
      "Total Reward for episode 4 is 27\n"
     ]
    }
   ],
   "source": [
    "for episode in range(5): \n",
    "    obs = env.reset()\n",
    "    done = False\n",
    "    total_reward = 0\n",
    "    while not done: \n",
    "        action, _ = model.predict(obs)\n",
    "        obs, reward, done, info = env.step(int(action))\n",
    "        time.sleep(0.01)\n",
    "        total_reward += reward\n",
    "    print('Total Reward for episode {} is {}'.format(episode, total_reward))\n",
    "    time.sleep(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5adbd0a7-61d4-4240-b701-166d2086b8df",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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